Object Detection on Watercolor2k

Metric: MAP (higher is better)

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#	Model↕	MAP▼	Extra Data	Paper	Date↕	Code
1	TADP	72.2	No	Text-image Alignment for Diffusion-based Percept...	2023-09-29	Code
2	DASS-Detector (YOLOX Tiny)	71.53	Yes	Domain-Adaptive Self-Supervised Pre-Training for...	2022-11-19	Code
3	H2FA R-CNN (+extra)	62.6	Yes	-	-	Code
4	H2FA R-CNN	59.9	No	-	-	Code
5	DT+PL (+extra)	59.1	Yes	Cross-Domain Weakly-Supervised Object Detection ...	2018-03-30	Code
6	ICCM	57.4	No	-	-	-
7	MCAR	56	No	Adaptive Object Detection with Dual Multi-Label ...	2020-03-29	-
8	MEAA	55.5	Yes	-	-	Code
9	DT+PL	54.3	No	Cross-Domain Weakly-Supervised Object Detection ...	2018-03-30	Code
10	MI-max	50.1	No	Weakly Supervised Object Detection in Artworks	2018-10-05	Code
11	CDDMSL	49.8	No	Semi-Supervised Domain Generalization for Object...	2023-09-24	Code
12	MI-max	49.5	No	Multiple instance learning on deep features for ...	2020-08-03	Code
13	WSDDN	12.7	No	Weakly Supervised Deep Detection Networks	2015-11-09	Code

#1TADPSOTA
72.2
MAP· 2023-09-29
Text-image Alignment for Diffusion-based Perception Code
#2DASS-Detector (YOLOX Tiny)SOTA
71.53
MAP· Extra Data· 2022-11-19
Domain-Adaptive Self-Supervised Pre-Training for Face & Body Detection in Drawings Code
#3H2FA R-CNN (+extra)
62.6
MAP· Extra Data
No paperCode
#4H2FA R-CNN
59.9
MAP
No paperCode
#5DT+PL (+extra)SOTA
59.1
MAP· Extra Data· 2018-03-30
Cross-Domain Weakly-Supervised Object Detection through Progressive Domain Adaptation Code
#6ICCM
57.4
MAP
No paper
#7MCAR
56
MAP· 2020-03-29
Adaptive Object Detection with Dual Multi-Label Prediction
#8MEAA
55.5
MAP· Extra Data
No paperCode
#9DT+PL
54.3
MAP· 2018-03-30
Cross-Domain Weakly-Supervised Object Detection through Progressive Domain Adaptation Code
#10MI-max
50.1
MAP· 2018-10-05
Weakly Supervised Object Detection in Artworks Code
#11CDDMSL
49.8
MAP· 2023-09-24
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature Alignment Code
#12MI-max
49.5
MAP· 2020-08-03
Multiple instance learning on deep features for weakly supervised object detection with extreme domain shifts Code
#13WSDDNSOTA
12.7
MAP· 2015-11-09
Weakly Supervised Deep Detection Networks Code